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1221 1222 1223(*--------------------------------------------------------------------------- Copyright (c) 2026 Anil Madhavapeddy. All rights reserved. SPDX-License-Identifier: ISC ---------------------------------------------------------------------------*) (* DSML — DeepSeek-V4 prompt encoding (DeepSeek Markup Language). DSML is XML-flavored but not XML: tags embed the [|DSML|] token (U+FF5C bars) and [<|DSML|parameter>] bodies are raw text scanned for the [</|DSML|parameter>] sentinel. JSON is handled with jsont, wrapped as {!Json}; the tool-call grammar is a bidirectional combinator codec ({!Codec}). *) (* ===================================================================== *) (* Special tokens *) (* ===================================================================== *) let bos_token = "<\xef\xbd\x9cbegin\xe2\x96\x81of\xe2\x96\x81sentence\xef\xbd\x9c>" let eos_token = "<\xef\xbd\x9cend\xe2\x96\x81of\xe2\x96\x81sentence\xef\xbd\x9c>" let thinking_start_token = "<think>" let thinking_end_token = "</think>" let dsml_token = "\xef\xbd\x9cDSML\xef\xbd\x9c" (* |DSML| *) let user_token = "<\xef\xbd\x9cUser\xef\xbd\x9c>" let assistant_token = "<\xef\xbd\x9cAssistant\xef\xbd\x9c>" let latest_reminder_token = "<\xef\xbd\x9clatest_reminder\xef\xbd\x9c>" let reasoning_effort_max = "Reasoning Effort: Absolute maximum with no shortcuts permitted.\n\ You MUST be very thorough in your thinking and comprehensively decompose \ the problem to resolve the root cause, rigorously stress-testing your logic \ against all potential paths, edge cases, and adversarial scenarios.\n\ Explicitly write out your entire deliberation process, documenting every \ intermediate step, considered alternative, and rejected hypothesis to \ ensure absolutely no assumption is left unchecked.\n\n" exception Parse_error of string (* ===================================================================== *) (* Small helpers *) (* ===================================================================== *) let starts_with s ~prefix = String.starts_with ~prefix s let ends_with s ~suffix = String.ends_with ~suffix s let sub_from s i = String.sub s i (String.length s - i) (* First index >= [start] at which [sub] occurs in [s], or None. *) let find_from s start sub = let sl = String.length sub and n = String.length s in if sl = 0 then Some start else begin let matches_at i = let rec c j = j >= sl || (s.[i + j] = sub.[j] && c (j + 1)) in c 0 in let last = n - sl in let rec loop i = if i > last then None else if matches_at i then Some i else loop (i + 1) in loop start end let contains s sub = find_from s 0 sub <> None (* Strip leading whitespace: space, tab, NL, CR, FF, VT. *) let strip_left_ws s = let n = String.length s in let i = ref 0 in while !i < n && match s.[!i] with | ' ' | '\t' | '\n' | '\r' | '\012' | '\011' -> true | _ -> false do incr i done; String.sub s !i (n - !i) (* Generic JSON values, on jsont's released representation. The constructors are re-exported so the pattern matches below read exactly as before; [Value] mirrors the small builder/accessor surface this module needs — compact (minified) [to_string], bytesrw-backed parsing, member lookup. *) module Json = struct type t = Jsont.json = | Null of unit Jsont.node | Bool of bool Jsont.node | Number of float Jsont.node | String of string Jsont.node | Array of t list Jsont.node | Object of Jsont.object' Jsont.node module Value = struct let string s = Jsont.Json.string s let number f = Jsont.Json.number f let name n = Jsont.Json.name n let member n v = Jsont.Json.mem n v let object' mems = Jsont.Json.object' mems let list l = Jsont.Json.list l let member_key k mems = Jsont.Json.find_mem k mems let of_string s = Jsont_bytesrw.decode_string Jsont.json s let of_string_exn s = match of_string s with Ok j -> j | Error e -> invalid_arg ("Json: " ^ e) (* Encoding a generic JSON value is total in practice (jsont renders non-finite numbers as null), so the error arm is unreachable. *) let to_string j = match Jsont_bytesrw.encode_string Jsont.json j with | Ok s -> s | Error _ -> "null" end end let json_member k = function | Json.Object (mems, _) -> Option.map snd (Json.Value.member_key k mems) | _ -> None (* ===================================================================== *) (* DSML markup scanner *) (* ===================================================================== *) let invoke_start = "<" ^ dsml_token ^ "invoke" let invoke_end = "</" ^ dsml_token ^ "invoke" let parameter_start = "<" ^ dsml_token ^ "parameter" let parameter_slash = "/" ^ dsml_token ^ "parameter" let tool_calls_open = "<" ^ dsml_token ^ "tool_calls" let tool_calls_end = "</" ^ dsml_token ^ "tool_calls>" let tool_calls_start = "\n\n" ^ tool_calls_open (* Read from [index] until the earliest of [stops]; on a positional tie the first stop in the list wins. Returns (index-after-stop, content-before-stop, matched-stop). *) let read_until_stop text index stops = let n = String.length text in let min_pos = ref n and matched = ref None in List.iter (fun s -> match find_from text index s with | Some pos when pos < !min_pos -> min_pos := pos; matched := Some s | _ -> ()) stops; match !matched with | Some s -> ( !min_pos + String.length s, String.sub text index (!min_pos - index), Some s ) | None -> (n, String.sub text index (n - index), None) (* Validate ' name="NAME">\n' (with optional leading whitespace). *) let parse_tool_name content = let s = strip_left_ws content in let prefix = "name=\"" and suffix = "\">\n" in if starts_with s ~prefix && ends_with s ~suffix && String.length s >= String.length prefix + String.length suffix then String.sub s (String.length prefix) (String.length s - String.length prefix - String.length suffix) else raise (Parse_error (Printf.sprintf "Tool name format error: '%s'" content)) (* Validate ' name="K" string="true|false">VALUE<' -> (K, "true|false", VALUE). *) let parse_param content = if not (ends_with content ~suffix:"<") then raise (Parse_error (Printf.sprintf "Parameter format error: '%s'" content)); let body = String.sub content 0 (String.length content - 1) in let p1 = " name=\"" in if not (starts_with body ~prefix:p1) then raise (Parse_error (Printf.sprintf "Parameter format error: '%s'" content)); let start = String.length p1 in let sep = "\" string=\"" in let rec find_sep from = match find_from body from sep with | None -> raise (Parse_error (Printf.sprintf "Parameter format error: '%s'" content)) | Some pos -> let after = sub_from body (pos + String.length sep) in if starts_with after ~prefix:"true\">" then (String.sub body start (pos - start), "true", sub_from after 6) else if starts_with after ~prefix:"false\">" then (String.sub body start (pos - start), "false", sub_from after 7) else find_sep (pos + 1) in find_sep start (* Read one invocation, positioned just after the [invoke_start] token. Returns (tool name, parameters in order, index past [</|DSML|invoke>]). *) let read_one_invoke text index = let j, name_content, st = read_until_stop text index [ parameter_start; invoke_end ] in let name = parse_tool_name name_content in let params = ref [] and i = ref j and st = ref st in while match !st with Some s -> s = parameter_start | None -> false do let k, param_content, _ = read_until_stop text !i [ parameter_slash ] in i := k; let pname, pflag, pval = parse_param param_content in if List.mem_assoc pname !params then raise (Parse_error (Printf.sprintf "Duplicate parameter name: '%s'" pname)); params := (pname, (pval, pflag)) :: !params; let m, content2, st2 = read_until_stop text !i [ parameter_start; invoke_end ] in i := m; st := st2; if content2 <> ">\n" then raise (Parse_error (Printf.sprintf "Parameter format error: expected '>\\n' but got '%s'" content2)) done; (name, List.rev !params, !i) (* ===================================================================== *) (* Types *) (* ===================================================================== *) type thinking_mode = Chat | Thinking type reasoning_effort = High | Max type task = Action | Query | Authority | Domain | Title | Read_url let task_token = function | Action -> "<\xef\xbd\x9caction\xef\xbd\x9c>" | Query -> "<\xef\xbd\x9cquery\xef\xbd\x9c>" | Authority -> "<\xef\xbd\x9cauthority\xef\xbd\x9c>" | Domain -> "<\xef\xbd\x9cdomain\xef\xbd\x9c>" | Title -> "<\xef\xbd\x9ctitle\xef\xbd\x9c>" | Read_url -> "<\xef\xbd\x9cread_url\xef\xbd\x9c>" type tool_call = { id : string option; name : string; arguments : string } type content_block = | Text of string | Tool_result of { tool_use_id : string; content : Json.t } type role = | System | Developer | User | Tool_role | Latest_reminder | Assistant type message = { role : role; content : string; reasoning_content : string; tools : Json.t list; response_format : Json.t option; tool_calls : tool_call list; wo_eos : bool; task : task option; tool_call_id : string option; content_blocks : content_block list option; } type parsed_message = { content : string; reasoning_content : string; tool_calls : tool_call list; } let base role = { role; content = ""; reasoning_content = ""; tools = []; response_format = None; tool_calls = []; wo_eos = false; task = None; tool_call_id = None; content_blocks = None; } let system ?(tools = []) ?response_format content = { (base System) with content; tools; response_format } let developer ?(tools = []) ?response_format content = if content = "" then invalid_arg "Dsml.developer: content must be non-empty"; { (base Developer) with content; tools; response_format } let user ?task content = { (base User) with content; task } let assistant ?(content = "") ?(reasoning_content = "") ?(tool_calls = []) ?(wo_eos = false) ?task () = { (base Assistant) with content; reasoning_content; tool_calls; wo_eos; task } let tool ~id content = { (base Tool_role) with content; tool_call_id = Some id } let latest_reminder content = { (base Latest_reminder) with content } let tool_call ?id ~name ~arguments () = { id; name; arguments } (* ===================================================================== *) (* Tool arguments <-> DSML parameters (dynamic / generic) *) (* ===================================================================== *) let tools_from_openai (tools : Json.t list) : Json.t list = List.map (fun t -> match json_member "function" t with | Some f -> f | None -> invalid_arg "Dsml: tool object missing \"function\"") tools (* JSON [arguments] -> DSML <parameter> tags. String members become raw text ([string="true"]); other members carry their compact JSON ([string="false"]). A non-object collapses to a single "arguments" string parameter. *) let encode_arguments_to_dsml tc = let members = match Json.Value.of_string tc.arguments with | Ok (Json.Object (mems, _)) -> List.map (fun (nm, v) -> (fst nm, v)) mems | Ok _ | Error _ -> [ ("arguments", Json.Value.string tc.arguments) ] in String.concat "\n" (List.map (fun (k, v) -> let is_str, value = match v with | Json.String (s, _) -> (true, s) | other -> (false, Json.Value.to_string other) in Printf.sprintf "<%sparameter name=\"%s\" string=\"%s\">%s</%sparameter>" dsml_token k (if is_str then "true" else "false") value dsml_token) members) (* Decoded <parameter>s -> OpenAI [arguments] JSON object string. *) let decode_dsml_to_arguments name (args : (string * (string * string)) list) = let member_of (k, (v, is_string)) = let value = if is_string = "true" then Json.Value.string v else match Json.Value.of_string v with | Ok j -> j | Error _ -> raise (Parse_error (Printf.sprintf "Invalid JSON parameter value: '%s'" v)) in Json.Value.member (Json.Value.name k) value in { id = None; name; arguments = Json.Value.to_string (Json.Value.object' (List.map member_of args)); } (* ===================================================================== *) (* Codec — bidirectional combinators for the tool-call grammar *) (* ===================================================================== *) module Codec = struct (* A parameter value codec: raw text + the [string="..."] flag <-> ['a]. [v_schema] is the JSON Schema fields ([("type", ...)], etc.) describing the value, used to advertise the parameter to the model. *) type 'a value = { v_dec : raw:string -> is_string:bool -> 'a; v_enc : 'a -> bool * string (* (is_string, raw text) *); v_schema : (string * Json.t) list; } let string = { v_dec = (fun ~raw ~is_string:_ -> raw); v_enc = (fun s -> (true, s)); v_schema = [ ("type", Json.Value.string "string") ]; } let json = { v_dec = (fun ~raw ~is_string -> if is_string then Json.Value.string raw else match Json.Value.of_string raw with | Ok j -> j | Error _ -> raise (Parse_error (Printf.sprintf "Invalid JSON value: '%s'" raw))); v_enc = (fun j -> match j with | Json.String (s, _) -> (true, s) | other -> (false, Json.Value.to_string other)); v_schema = []; } let bool = { v_dec = (fun ~raw ~is_string:_ -> match raw with | "true" -> true | "false" -> false | _ -> raise (Parse_error (Printf.sprintf "Invalid bool value: '%s'" raw))); v_enc = (fun b -> (false, if b then "true" else "false")); v_schema = [ ("type", Json.Value.string "boolean") ]; } let int = { v_dec = (fun ~raw ~is_string:_ -> match int_of_string_opt raw with | Some i -> i | None -> raise (Parse_error (Printf.sprintf "Invalid int value: '%s'" raw))); v_enc = (fun i -> (false, string_of_int i)); v_schema = [ ("type", Json.Value.string "integer") ]; } let float = { v_dec = (fun ~raw ~is_string:_ -> match float_of_string_opt raw with | Some f -> f | None -> raise (Parse_error (Printf.sprintf "Invalid float value: '%s'" raw))); v_enc = (fun f -> (false, Json.Value.to_string (Json.Value.number f))); v_schema = [ ("type", Json.Value.string "number") ]; } let map_value ~dec ~enc v = { v_dec = (fun ~raw ~is_string -> dec (v.v_dec ~raw ~is_string)); v_enc = (fun b -> v.v_enc (enc b)); v_schema = v.v_schema; } (* A codec for one invocation. Scanning (name + parameters) is done by the block reader; a codec only interprets and renders an invoke, so codecs can be dispatched on the tool name (see {!choice}). *) type 'a t = { name : string; (* fixed tool name, or "" *) schema : Json.t; (* JSON Schema for the parameters object *) decode_invoke : string -> (string * (string * string)) list -> 'a; encode_invoke : 'a -> string; } (* The "object" JSON Schema accepting any parameters. *) let any_schema = Json.Value.object' [ Json.Value.member (Json.Value.name "type") (Json.Value.string "object"); ] let render_param name (is_string, raw) = Printf.sprintf "<%sparameter name=\"%s\" string=\"%s\">%s</%sparameter>" dsml_token name (if is_string then "true" else "false") raw dsml_token let render_invoke name body = Printf.sprintf "<%sinvoke name=\"%s\">\n%s\n</%sinvoke>" dsml_token name body dsml_token module Invoke = struct type ('o, 'dec) map = { iname : string; idec : (string * (string * string)) list -> 'dec; ienc : ('o -> string) list; (* reversed *) iprops : (string * Json.t) list; (* (param name, schema), reversed *) ireq : string list; (* required param names, reversed *) } let map iname dec = { iname; idec = (fun _ -> dec); ienc = []; iprops = []; ireq = [] } let param ~enc ?description name value m = let idec params = let f = m.idec params in let raw, is_string = match List.assoc_opt name params with | Some (raw, flag) -> (raw, flag = "true") | None -> raise (Parse_error (Printf.sprintf "Missing parameter: '%s'" name)) in f (value.v_dec ~raw ~is_string) in let enc1 o = render_param name (value.v_enc (enc o)) in let prop = let fields = value.v_schema @ match description with | Some d -> [ ("description", Json.Value.string d) ] | None -> [] in Json.Value.object' (List.map (fun (k, v) -> Json.Value.member (Json.Value.name k) v) fields) in { iname = m.iname; idec; ienc = enc1 :: m.ienc; iprops = (name, prop) :: m.iprops; ireq = name :: m.ireq; } let seal m = let member k v = Json.Value.member (Json.Value.name k) v in let schema = Json.Value.object' [ member "type" (Json.Value.string "object"); member "properties" (Json.Value.object' (List.rev_map (fun (k, v) -> member k v) m.iprops)); member "required" (Json.Value.list (List.rev_map Json.Value.string m.ireq)); ] in { name = m.iname; schema; decode_invoke = (fun _name params -> m.idec params); encode_invoke = (fun o -> render_invoke m.iname (String.concat "\n" (List.rev_map (fun e -> e o) m.ienc))); } end (* Any tool: parameters <-> JSON arguments. *) let dynamic = { name = ""; schema = any_schema; decode_invoke = (fun name params -> decode_dsml_to_arguments name params); encode_invoke = (fun tc -> render_invoke tc.name (encode_arguments_to_dsml tc)); } let map ~dec ~enc c = { name = c.name; schema = c.schema; decode_invoke = (fun n p -> dec (c.decode_invoke n p)); encode_invoke = (fun b -> c.encode_invoke (enc b)); } let name c = c.name let schema c = c.schema (* Decode the JSON object [arguments] string (as carried by {!tool_call}) through [codec], mirroring the [string="true|false"] convention: string members are raw text, every other member is its compact JSON. *) let decode_arguments codec arguments = let params_of members = List.map (fun (nm, v) -> match v with | Json.String (s, _) -> (fst nm, (s, "true")) | other -> (fst nm, (Json.Value.to_string other, "false"))) members in match Json.Value.of_string arguments with | Ok (Json.Object (members, _)) -> ( try Ok (codec.decode_invoke codec.name (params_of members)) with Parse_error m -> Error m) | Ok _ -> Error "tool arguments are not a JSON object" | Error _ -> Error "tool arguments are not valid JSON" type 'b case = { cname : string; cdecode : string -> (string * (string * string)) list -> 'b; cencode : 'b -> string option; } let case ~inject ~project c = { cname = c.name; cdecode = (fun n p -> inject (c.decode_invoke n p)); cencode = (fun b -> Option.map c.encode_invoke (project b)); } let choice ?default cases = { name = ""; schema = (match default with Some d -> d.schema | None -> any_schema); decode_invoke = (fun n p -> match List.find_opt (fun c -> c.cname = n) cases with | Some c -> c.cdecode n p | None -> ( match default with | Some d -> d.decode_invoke n p | None -> raise (Parse_error (Printf.sprintf "No codec for tool: '%s'" n)))); encode_invoke = (fun b -> let rec go = function | c :: tl -> ( match c.cencode b with Some s -> s | None -> go tl) | [] -> ( match default with | Some d -> d.encode_invoke b | None -> raise (Parse_error "No codec to encode tool call")) in go cases); } (* Read the invocations of a tool-call block; [index] is positioned just after the [tool_calls_open] token (at its '>'). *) let decode_block codec text index = let calls = ref [] and i = ref index and stop = ref false in while not !stop do let j, content, st = read_until_stop text !i [ invoke_start; tool_calls_end ] in i := j; if content <> ">\n" then raise (Parse_error (Printf.sprintf "Tool call format error: expected '>\\n' but got '%s'" content)); match st with | Some s when s = tool_calls_end -> stop := true | None -> raise (Parse_error "Missing special token in tool calls") | Some _ -> let name, params, j = read_one_invoke text !i in i := j; calls := codec.decode_invoke name params :: !calls done; (List.rev !calls, !i) let encode_block codec calls = Printf.sprintf "<%stool_calls>\n%s\n</%stool_calls>" dsml_token (String.concat "\n" (List.map codec.encode_invoke calls)) dsml_token let decode codec text = match find_from text 0 tool_calls_open with | None -> Error "no <|DSML|tool_calls> block" | Some p -> ( try Ok (fst (decode_block codec text (p + String.length tool_calls_open))) with Parse_error m -> Error m) let encode = encode_block end (* ===================================================================== *) (* Tool — OpenAI tool-schema construction *) (* ===================================================================== *) module Tool = struct let v ~name ?(description = "") ?parameters () : Json.t = let fields = [ ("name", Json.Value.string name) ] @ (if description = "" then [] else [ ("description", Json.Value.string description) ]) @ match parameters with Some p -> [ ("parameters", p) ] | None -> [] in let mem (k, v) = Json.Value.member (Json.Value.name k) v in Json.Value.object' [ mem ("type", Json.Value.string "function"); mem ("function", Json.Value.object' (List.map mem fields)); ] end (* ===================================================================== *) (* Stream — incremental completion decoding *) (* ===================================================================== *) module Stream = struct type event = | Reasoning of string | Content of string | Tool_call of tool_call | Done type phase = | In_reasoning | In_content | In_tool_calls | After_tool_calls | Ended type t = { mutable phase : phase; mutable buf : string; mutable tc : string } let create = function | Thinking -> { phase = In_reasoning; buf = ""; tc = "" } | Chat -> { phase = In_content; buf = ""; tc = "" } (* Earliest complete needle in [buf], if any. *) let earliest buf needles = List.fold_left (fun acc nd -> match find_from buf 0 nd with | Some p -> ( match acc with | Some (bp, _, _) when bp <= p -> acc | _ -> Some (p, nd, String.length nd)) | None -> acc) None needles (* Length of the longest suffix of [buf] that is a proper prefix of a needle: bytes we must hold back as a possible split token. *) let held buf needles = let n = String.length buf in List.fold_left (fun acc nd -> let maxk = min n (String.length nd - 1) in let rec try_k k = if k <= acc then acc else if String.sub buf (n - k) k = String.sub nd 0 k then k else try_k (k - 1) in try_k maxk) 0 needles let feed t chunk = t.buf <- t.buf ^ chunk; let evs = ref [] in let emit e = evs := e :: !evs in let emit_text mk s = if s <> "" then emit (mk s) in let again = ref true in while !again do match t.phase with | Ended -> again := false | In_reasoning -> ( match earliest t.buf [ thinking_end_token ] with | Some (p, _, l) -> emit_text (fun s -> Reasoning s) (String.sub t.buf 0 p); t.buf <- sub_from t.buf (p + l); t.phase <- In_content | None -> let h = held t.buf [ thinking_end_token ] in let n = String.length t.buf in emit_text (fun s -> Reasoning s) (String.sub t.buf 0 (n - h)); t.buf <- String.sub t.buf (n - h) h; again := false) | In_content -> ( match earliest t.buf [ tool_calls_start; eos_token ] with | Some (p, tok, l) -> emit_text (fun s -> Content s) (String.sub t.buf 0 p); t.buf <- sub_from t.buf (p + l); if tok = eos_token then ( emit Done; t.phase <- Ended) else ( t.tc <- tool_calls_open; t.phase <- In_tool_calls) | None -> let h = held t.buf [ tool_calls_start; eos_token ] in let n = String.length t.buf in emit_text (fun s -> Content s) (String.sub t.buf 0 (n - h)); t.buf <- String.sub t.buf (n - h) h; again := false) | In_tool_calls -> ( match earliest t.buf [ tool_calls_end ] with | Some (p, _, l) -> let block = t.tc ^ String.sub t.buf 0 p ^ tool_calls_end in t.buf <- sub_from t.buf (p + l); t.tc <- ""; (match Codec.decode Codec.dynamic block with | Ok calls -> List.iter (fun c -> emit (Tool_call c)) calls | Error _ -> ()); t.phase <- After_tool_calls | None -> let h = held t.buf [ tool_calls_end ] in let n = String.length t.buf in t.tc <- t.tc ^ String.sub t.buf 0 (n - h); t.buf <- String.sub t.buf (n - h) h; again := false) | After_tool_calls -> ( match earliest t.buf [ eos_token ] with | Some (p, _, l) -> t.buf <- sub_from t.buf (p + l); emit Done; t.phase <- Ended | None -> let h = held t.buf [ eos_token ] in let n = String.length t.buf in t.buf <- String.sub t.buf (n - h) h; again := false) done; List.rev !evs let finish t = let evs = ref [] in (match t.phase with | In_reasoning -> if t.buf <> "" then evs := [ Reasoning t.buf ] | In_content -> if t.buf <> "" then evs := [ Content t.buf ] | _ -> ()); let tail = if t.phase = Ended then [] else [ Done ] in t.buf <- ""; t.phase <- Ended; !evs @ tail end (* ===================================================================== *) (* Message rendering *) (* ===================================================================== *) let render_response_format rf = "## Response Format:\n\n\ You MUST strictly adhere to the following schema to reply:\n" ^ Json.Value.to_string rf let tools_template_head = "## Tools\n\n\ You have access to a set of tools to help answer the user's question. You \ can invoke tools by writing a \"<\xef\xbd\x9cDSML\xef\xbd\x9ctool_calls>\" \ block like the following:\n\n\ <\xef\xbd\x9cDSML\xef\xbd\x9ctool_calls>\n\ <\xef\xbd\x9cDSML\xef\xbd\x9cinvoke name=\"$TOOL_NAME\">\n\ <\xef\xbd\x9cDSML\xef\xbd\x9cparameter name=\"$PARAMETER_NAME\" \ string=\"true|false\">$PARAMETER_VALUE</\xef\xbd\x9cDSML\xef\xbd\x9cparameter>\n\ ...\n\ </\xef\xbd\x9cDSML\xef\xbd\x9cinvoke>\n\ <\xef\xbd\x9cDSML\xef\xbd\x9cinvoke name=\"$TOOL_NAME2\">\n\ ...\n\ </\xef\xbd\x9cDSML\xef\xbd\x9cinvoke>\n\ </\xef\xbd\x9cDSML\xef\xbd\x9ctool_calls>\n\n\ String parameters should be specified as is and set `string=\"true\"`. For \ all other types (numbers, booleans, arrays, objects), pass the value in \ JSON format and set `string=\"false\"`.\n\n\ If thinking_mode is enabled (triggered by <think>), you MUST output your \ complete reasoning inside <think>...</think> BEFORE any tool calls or final \ response.\n\n\ Otherwise, output directly after </think> with tool calls or final \ response.\n\n\ ### Available Tool Schemas\n\n" let tools_template_tail = "\n\n\ You MUST strictly follow the above defined tool name and parameter schemas \ to invoke tool calls.\n" let render_tools (functions : Json.t list) = tools_template_head ^ String.concat "\n" (List.map Json.Value.to_string functions) ^ tools_template_tail let find_last_user_index msgs = let r = ref (-1) in Array.iteri (fun i m -> if m.role = User || m.role = Developer then r := i) msgs; !r let render_tool_result_content = function | Json.String (s, _) -> s | Json.Array (items, _) -> String.concat "\n\n" (List.map (fun b -> match json_member "type" b with | Some (Json.String ("text", _)) -> ( match json_member "text" b with | Some (Json.String (t, _)) -> t | _ -> "") | Some (Json.String (ty, _)) -> Printf.sprintf "[Unsupported %s]" ty | Some other -> Printf.sprintf "[Unsupported %s]" (Json.Value.to_string other) | None -> "[Unsupported None]") items) | other -> Json.Value.to_string other let render_message msgs index ~thinking_mode ~drop_thinking ~reasoning_effort = let n = Array.length msgs in let msg = msgs.(index) in let last_user_idx = find_last_user_index msgs in let b = Buffer.create 256 in if index = 0 && thinking_mode = Thinking && reasoning_effort = Some Max then Buffer.add_string b reasoning_effort_max; (match msg.role with | System -> ( Buffer.add_string b msg.content; if msg.tools <> [] then ( Buffer.add_string b "\n\n"; Buffer.add_string b (render_tools (tools_from_openai msg.tools))); match msg.response_format with | Some rf -> Buffer.add_string b ("\n\n" ^ render_response_format rf) | None -> ()) | Developer -> ( Buffer.add_string b user_token; Buffer.add_string b msg.content; if msg.tools <> [] then ( Buffer.add_string b "\n\n"; Buffer.add_string b (render_tools (tools_from_openai msg.tools))); match msg.response_format with | Some rf -> Buffer.add_string b ("\n\n" ^ render_response_format rf) | None -> ()) | User -> ( Buffer.add_string b user_token; match msg.content_blocks with | Some blocks -> Buffer.add_string b (String.concat "\n\n" (List.map (function | Text t -> t | Tool_result { content; _ } -> "<tool_result>" ^ render_tool_result_content content ^ "</tool_result>") blocks)) | None -> Buffer.add_string b msg.content) | Latest_reminder -> Buffer.add_string b latest_reminder_token; Buffer.add_string b msg.content | Tool_role -> raise (Failure "Dsml: tool messages must be merged into user messages before \ rendering (use encode_messages)") | Assistant -> let tc_content = if msg.tool_calls <> [] then "\n\n" ^ Codec.encode Codec.dynamic msg.tool_calls else "" in let prev_has_task = index - 1 >= 0 && msgs.(index - 1).task <> None in let thinking_part = if thinking_mode = Thinking && not prev_has_task then if (not drop_thinking) || index > last_user_idx then msg.reasoning_content ^ thinking_end_token else "" else "" in Buffer.add_string b thinking_part; Buffer.add_string b msg.content; Buffer.add_string b tc_content; if not msg.wo_eos then Buffer.add_string b eos_token); (* Transition tokens: skipped if the next message is a non-assistant, non-latest_reminder turn (it emits its own prefix). *) let early_return = index + 1 < n && let r = msgs.(index + 1).role in r <> Assistant && r <> Latest_reminder in if not early_return then begin match msg.task with | Some t -> if t <> Action then Buffer.add_string b (task_token t) else begin Buffer.add_string b assistant_token; Buffer.add_string b (if thinking_mode <> Thinking then thinking_end_token else thinking_start_token); Buffer.add_string b (task_token t) end | None -> ( match msg.role with | User | Developer -> Buffer.add_string b assistant_token; if (not drop_thinking) && thinking_mode = Thinking then Buffer.add_string b thinking_start_token else if drop_thinking && thinking_mode = Thinking && index >= last_user_idx then Buffer.add_string b thinking_start_token else Buffer.add_string b thinking_end_token | _ -> ()) end; Buffer.contents b (* ===================================================================== *) (* Preprocessing *) (* ===================================================================== *) let merge_tool_messages (messages : message list) : message list = let merged = ref [] in List.iter (fun msg -> match msg.role with | Tool_role -> ( let block = Tool_result { tool_use_id = (match msg.tool_call_id with Some s -> s | None -> ""); content = Json.Value.string msg.content; } in match !merged with | prev :: rest when prev.role = User && prev.content_blocks <> None -> let blocks = match prev.content_blocks with Some b -> b | None -> [] in merged := { prev with content_blocks = Some (blocks @ [ block ]) } :: rest | _ -> merged := { (base User) with content_blocks = Some [ block ] } :: !merged) | User -> ( let block = Text msg.content in match !merged with | prev :: rest when prev.role = User && prev.content_blocks <> None && prev.task = None -> let blocks = match prev.content_blocks with Some b -> b | None -> [] in merged := { prev with content_blocks = Some (blocks @ [ block ]) } :: rest | _ -> merged := { (base User) with content = msg.content; content_blocks = Some [ block ]; task = msg.task; wo_eos = msg.wo_eos; } :: !merged) | _ -> merged := msg :: !merged) messages; List.rev !merged let sort_tool_results_by_call_order (messages : message list) : message list = let last_order : (string, int) Hashtbl.t = Hashtbl.create 8 in let rec go acc = function | [] -> List.rev acc | msg :: tl -> let msg = match msg.role with | Assistant when msg.tool_calls <> [] -> Hashtbl.reset last_order; List.iteri (fun idx tc -> match tc.id with | Some id when id <> "" -> Hashtbl.replace last_order id idx | _ -> ()) msg.tool_calls; msg | User -> ( match msg.content_blocks with | Some blocks -> let tool_blocks = List.filter (function Tool_result _ -> true | _ -> false) blocks in if List.length tool_blocks > 1 && Hashtbl.length last_order > 0 then begin let key = function | Tool_result { tool_use_id; _ } -> ( match Hashtbl.find_opt last_order tool_use_id with | Some i -> i | None -> 0) | _ -> 0 in let sorted = List.stable_sort (fun a b -> compare (key a) (key b)) tool_blocks in let arr = Array.of_list sorted in let i = ref 0 in let new_blocks = List.map (function | Tool_result _ -> let blk = arr.(!i) in incr i; blk | other -> other) blocks in { msg with content_blocks = Some new_blocks } end else msg | None -> msg) | _ -> msg in go (msg :: acc) tl in go [] messages let drop_thinking_messages (messages : message list) : message list = let arr = Array.of_list messages in let last_user_idx = find_last_user_index arr in let keep = function | User | System | Tool_role | Latest_reminder -> true | _ -> false in let out = ref [] in Array.iteri (fun idx msg -> if keep msg.role || idx >= last_user_idx then out := msg :: !out else match msg.role with | Assistant -> out := { msg with reasoning_content = "" } :: !out | _ -> ()) arr; List.rev !out (* ===================================================================== *) (* Encode *) (* ===================================================================== *) let drop_n k lst = let rec go k = function | l when k <= 0 -> l | _ :: tl -> go (k - 1) tl | [] -> [] in go k lst let encode_messages ?(context = []) ?(drop_thinking = true) ?(add_default_bos_token = true) ?reasoning_effort thinking_mode messages = let messages = merge_tool_messages messages in let messages = drop_n (List.length context) (sort_tool_results_by_call_order (context @ messages)) in let context = if context <> [] then sort_tool_results_by_call_order (merge_tool_messages context) else context in let full_messages = context @ messages in let b = Buffer.create 1024 in if add_default_bos_token && context = [] then Buffer.add_string b bos_token; let effective_drop = if List.exists (fun m -> m.tools <> []) full_messages then false else drop_thinking in let full_arr, num_to_render, context_len = if thinking_mode = Thinking && effective_drop then begin let fm = drop_thinking_messages full_messages in let num = List.length fm - List.length (drop_thinking_messages context) in (Array.of_list fm, num, List.length fm - num) end else (Array.of_list full_messages, List.length messages, List.length context) in for idx = 0 to num_to_render - 1 do Buffer.add_string b (render_message full_arr (idx + context_len) ~thinking_mode ~drop_thinking:effective_drop ~reasoning_effort) done; Buffer.contents b (* ===================================================================== *) (* Parse *) (* ===================================================================== *) let parse_message_from_completion_text thinking_mode text = let n = String.length text in let index = ref 0 and stop = ref None in let reasoning = ref "" and summary = ref "" and calls = ref [] in if thinking_mode = Thinking then begin let i, content, st = read_until_stop text !index [ thinking_end_token; tool_calls_start ] in index := i; reasoning := content; stop := st; if st <> Some thinking_end_token then raise (Parse_error "Invalid thinking format: missing </think>") end; let i, content, st = read_until_stop text !index [ eos_token; tool_calls_start ] in index := i; summary := content; stop := st; let is_tool_calling = st = Some tool_calls_start in if (not is_tool_calling) && st <> Some eos_token then raise (Parse_error "Invalid format: missing EOS token"); if is_tool_calling then begin let tcs, j = Codec.decode_block Codec.dynamic text !index in index := j; calls := tcs; let k, tail, st3 = read_until_stop text !index [ eos_token ] in index := k; stop := st3; if tail <> "" then raise (Parse_error "Unexpected content after tool calls") end; if not (!index = n && (!stop = Some eos_token || !stop = None)) then raise (Parse_error "Unexpected content at end"); List.iter (fun sp -> if contains !summary sp || contains !reasoning sp then raise (Parse_error "Unexpected special token in content")) [ bos_token; eos_token; thinking_start_token; thinking_end_token; dsml_token; ]; { content = !summary; reasoning_content = !reasoning; tool_calls = !calls } (* ===================================================================== *) (* bytesrw I/O boundary *) (* ===================================================================== *) let encode_messages_to_writer w ?context ?drop_thinking ?add_default_bos_token ?reasoning_effort thinking_mode messages = let s = encode_messages ?context ?drop_thinking ?add_default_bos_token ?reasoning_effort thinking_mode messages in Bytesrw.Bytes.Writer.write_string w s let parse_message_from_reader thinking_mode r = parse_message_from_completion_text thinking_mode (Bytesrw.Bytes.Reader.to_string r)